Method Drift›Long-context / context-window extension
Superseded baseline#47 of 53 most-superseded
Chain-of-Agents (CoA)
Long-context / context-window extension
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites Chain-of-Agents (CoA) as a baseline.
“current multi-agent approaches rely heavily on hand-crafted designs, such as predefined roles, fixed collaboration structures, and task-specific prompts (e.g., a serial communication chain in CoA), that may not generalize across diverse tasks.”
— Graph of Agents: Principled Long Context Modeling by Emergent Multi-Agent Collaboration
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.